EP2115887B1 - Methods and apparatus for power allocation and/or rate selection for ul mimo operations with par considerations - Google Patents
Methods and apparatus for power allocation and/or rate selection for ul mimo operations with par considerations Download PDFInfo
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- EP2115887B1 EP2115887B1 EP07863989.5A EP07863989A EP2115887B1 EP 2115887 B1 EP2115887 B1 EP 2115887B1 EP 07863989 A EP07863989 A EP 07863989A EP 2115887 B1 EP2115887 B1 EP 2115887B1
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- H—ELECTRICITY
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- H04B7/00—Radio transmission systems, i.e. using radiation field
- H04B7/02—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas
- H04B7/04—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas
- H04B7/0404—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas the mobile station comprising multiple antennas, e.g. to provide uplink diversity
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- H04W52/04—TPC
- H04W52/30—TPC using constraints in the total amount of available transmission power
- H04W52/36—TPC using constraints in the total amount of available transmission power with a discrete range or set of values, e.g. step size, ramping or offsets
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- H04L1/0002—Systems modifying transmission characteristics according to link quality, e.g. power backoff by adapting the transmission rate
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Definitions
- the following description relates generally to wireless communications, and more particularly to providing a mechanism for power adjustments.
- WO2004/0776 describes a method and device for adjusting power amplifier properties.
- Wireless communication systems are widely deployed to provide various types of communication content such as, for example, voice, data, and so on.
- Typical wireless communication systems may be multiple-access systems capable of supporting communication with multiple users by sharing available system resources (e.g. , bandwidth, transmit power, ).
- multiple-access systems may include code division multiple access (CDMA) systems, time division multiple access (TDMA) systems, frequency division multiple access (FDMA) systems, 3G3PP LTE systems, orthogonal frequency division multiplexing (OFDM), localized frequency division multiplexing (LFDM), orthogonal frequency division multiple access (OFDM) systems, and the like.
- CDMA code division multiple access
- TDMA time division multiple access
- FDMA frequency division multiple access
- 3G3PP LTE 3G3PP LTE systems
- OFDM orthogonal frequency division multiplexing
- LFDM localized frequency division multiplexing
- OFDM orthogonal frequency division multiple access
- a wireless multiple-access communication system can simultaneously support communication for multiple wireless terminals.
- Each terminal communicates with one or more base stations via transmissions on the forward and reverse links.
- the forward link (or downlink) refers to the communication link from the base stations to the terminals
- the reverse link (or uplink) refers to the communication link from the terminals to the base stations.
- This communication link may be established via a single-in-single-out (SISO), multiple-in-signal-out (MISO), or a multiple-in-multiple-out (MIMO) system.
- SISO single-in-single-out
- MISO multiple-in-signal-out
- MIMO multiple-in-multiple-out
- a MIMO system employs multiple (N ⁇ ) transmit antennas and multiple (N R ) receive antennas for data transmission.
- a MIMO channel formed by the N T transmit and N R receive antennas may be decomposed into N S independent channels, which are also referred to as spatial channels, where N s ⁇ min ⁇ N T , N R ⁇ .
- N S independent channels corresponds to a dimension.
- the MIMO system can provide improved performance (e.g ., higher throughput and/or greater reliability) if the additional dimensionalities created by the multiple transmit and receive antennas are utilized.
- a MIMO system supports a time division duplex (TDD) and frequency division duplex (FDD) systems.
- TDD time division duplex
- FDD frequency division duplex
- the forward and reverse link transmissions are on the same frequency region so that the reciprocity principle allows the estimation of the forward link channel from the reverse link channel.
- a Node B may transmit data to a user equipment (UE) on the downlink and/or receive data from the UE on the uplink.
- the downlink (or forward link) refers to the communication link from the Node B to the UE, and the uplink (or reverse link) refers to the communication link from the UE to the Node B.
- the Node B may also send control information (e.g ., assignments of system resources) to the UE.
- the UE may send control information to the Node B to support data transmission on the downlink and/or for other purposes.
- the transmitter does not know the MIMO channel conditions.
- the optimum power allocation is then uniform distribution of power along all transmit antennas.
- rate adaptation along with minimum mean square error (MMSE) detection and successive interference cancellation (SIC, collectively MMSE-SIC) a receiver can be prove to be capacity achieving schemes.
- MMSE minimum mean square error
- SIC successive interference cancellation
- MMSE-SIC minimum mean square error
- a receiver can be prove to be capacity achieving schemes.
- PARC per antenna rate control
- Alternative MIMO schemes involve layer permutation, which effectively equalize the four spatial channels. Because the layer permutation is a unitary Transformation, one can easily show that this scheme is also capacity achieving. In fact, this is the basis for VAP (virtual antenna permutation). In both of these schemes, equal power allocation is used at the transmitters.
- the invention is defined by a method according to claim 1, an apparatus according to claim 8 and machine-readable medium according to claim 9.
- Power allocations (PA) without antenna permutation e.g . per antenna rate control PARC): When allocating power for different antenna stream, one can consider different PAR back off value for different modulation schemes. Different PA back off should be applied for different modulations, such as QPSK and 16 QAM. Therefore, if different layers use different modulation order, the power allocations will be different.
- Power allocations with antenna permutation e.g . virtual access point VAP: If the same modulation order is chosen for different layers, the PA back off can be chosen according to the back off factor for that modulation order. If different modulation order is chosen, then the PA back off can be chosen based on the PAR back off value from the permuted streams.
- ventral ideas include a) apply different transmission powers and PAR back offs depend on at least modulation orders for SIMO as well as MIMO users, and b) the transmission powers for each of the MIMO streams as well as the supportable rates of different streams also depends on various MIMO transformations such as per antenna rate control, antenna permutation, or other unitary transformation such as virtual antenna mapping.
- the one or more embodiments comprise the features hereinafter fully described and particularly pointed out in the claims.
- the following description and the annexed drawings set forth in detail certain illustrative aspects of the one or more embodiments. These aspects are indicative, however, of but a few of the various ways in which the principles of various embodiments may be employed and the described embodiments are intended to include all such aspects and their equivalents.
- FIG. 1 illustrates a wireless communication system in accordance with various aspects set forth herein.
- FIG. 2 is a block diagram of an embodiment of a transmitter system (also known as the access point) and a receiver system (also known as access terminal) in a MIMO system in accordance with one or more aspects.
- a transmitter system also known as the access point
- a receiver system also known as access terminal
- Figure 3 illustrates a UL MIMO Transceiver Block Diagram in accordance with one or more aspects.
- Figure 4 depicts an exemplary access terminal that can provide feedback to communications networks, in accordance with one or more aspects.
- Figure 5 illustrates an example of a suitable computing system environment in accordance with one or more aspects.
- Figure 6 provides a schematic diagram of an exemplary networked or distributed computing environment in which PAR backing off can be employed in accordance with one or more aspects.
- Figure 7 illustrates a wireless communication system with multiple base stations and multiple terminals, such as may be utilized in conjunction with one or more aspects of the herein described PAR backing off.
- Figure 8 is an illustration of an ad hoc or unplanned/semi-planned wireless communication environment in accordance with various aspects of the herein described PAR backing off.
- Figure 9 illustrates a methodology including receiving a PAR back off value in accordance with one or more aspects.
- FIG. 10 illustrates a methodology 1000 wherein a channel quality index (CQ1) from one antenna is power controlled as a reference signal in accordance with one or more aspects.
- CQ1 channel quality index
- Figure 11 illustrates a methodology wherein a source node B is in communication with a mobile device in accordance with one or more aspects.
- Figure 12 illustrates an environment wherein a Node B such as a source Node B 1202 is in communication with a mobile device in accordance with one or more aspects.
- a Node B such as a source Node B 1202 is in communication with a mobile device in accordance with one or more aspects.
- Figure 13 illustrates PAR for LFDM for 16 QAM and QPSK in accordance with one or more aspects.
- Figure 14 illustrates PAR for LFDM for 64 QAM and QPSK in accordance with one or more aspects.
- Figure 15 illustrates PAR for LFDM for 64 QAM and 16 QAM in conjunction with one or more aspects.
- Power allocations PA without antenna permutation e.g . per antenna rate control PARC
- PARC antenna permutation
- Different PA back off can be applied for different modulations, such as QPSK and 16 QAM. Therefore, if different layers use different modulation order, the power allocations will be different.
- Power allocations with antenna permutation e.g . virtual access point VAP: If the same modulation order is chosen for different layers, the PA back off can be chosen according to the back off factor for that modulation order. If different modulation order is chosen, then the PA back off can be chosen based on the PAR back off value from the permuted streams.
- a component may be, but is not limited to being, a process running on a processor, a processor, an object, an executable, a thread of execution, a program, and/or a computer.
- One or more components may reside within a process and/or thread of execution and a component may be localized on one computer and/or distributed between two or more computers. Also, these components can execute from various computer readable media having various data structures stored thereon.
- the components may communicate by way of local and/or remote processes such as in accordance with a signal having one or more data packets (e.g ., data from one component interacting with another component in a local system, distributed system, and/or across a network such as the Internet with other systems by way of the signal).
- a signal having one or more data packets (e.g ., data from one component interacting with another component in a local system, distributed system, and/or across a network such as the Internet with other systems by way of the signal).
- components of systems described herein may be rearranged and/or complemented by additional components in order to facilitate achieving the various aspects, goals, advantages, etc ., described with regard thereto, and are not limited to the precise configurations set forth in a given figure, as will be appreciated by one skilled in the art.
- a subscriber station can also be called a system, a subscriber unit, mobile station, mobile, remote station, remote terminals, access terminal, user terminals, user agent, a user device, or user equipment.
- a subscriber station may be a cellular telephone, a cordless telephone, a Session Initiation Protocol (SIP) phone, a wireless local loop (WLL) station, a personal digital assistant (PDA), a handheld device having wireless connection capability, or other processing device connected to a wireless modem or similar mechanism facilitating wireless communication with a processing device.
- SIP Session Initiation Protocol
- WLL wireless local loop
- PDA personal digital assistant
- various aspects or features described herein may be implemented as a method, apparatus, or article of manufacture using standard programming and/or engineering techniques.
- article of manufacture as used herein is intended to encompass a computer program accessible from any computerreadable device, carrier, or media.
- computer-readable media can include but are not limited to magnetic storage devices (e.g ., hard disk, floppy disk, magnetic strips%), optical disks ( e.g ., compact disk (CD), digital versatile disk (DVD)%), smart cards, and flash memory devices (e.g ., card, stick, key drive).
- various storage media described herein can represent one or more devices and/or other machine-readable media for storing information.
- the term "machine-readable medium” can include, without being limited to, wireless channels, and various other media capable of storing, containing, and/or carrying instruction(s) and/or data.
- the word "exemplary” is used herein to mean serving as an example, instance, or illustration. Any aspect or design described herein as “exemplary” is not necessarily to be construed as preferred or advantageous over other aspects or designs. Rather, use of the word exemplary is intended to present concepts in a concrete fashion.
- the term “or” is intended to mean an inclusive “oar” rather than an exclusive “or”. That is, unless specified otherwise, or clear from context, "X employs A or B” is intended to mean any of the natural inclusive permutations. That is, if X employs A; X employs B; or X employs both A and B, then "X employs A or B" is satisfied under any of the foregoing instances.
- the articles “a” and “an” as used in this application and the appended claims should generally be construed to mean “one or more” unless specified otherwise or clear from context to be directed to a singular form.
- the terms to "infer” or “inference” refer generally to the process of reasoning about or inferring states of the system, environment, and/or user from a set of observations as captured via events and/or data. Inference can be employed to identify a specific context or action, or can generate a probability distribution over states, for example. The inference can be probabilistic-that is, the computation of a probability distribution over states of interest based on a consideration of data and events. Inference can also refer to techniques employed for composing higher-level events from a set of events and/or data. Such inference results in the construction of new events or actions from a set of observed events and/or stored event data, whether or not the events arc correlated in close temporal proximity, and whether the events and data come from one or several event(s) and data source(s).
- a CDMA system may implement a radio technology such as Universal Terrestrial Radio Access (UTRA), cdma2000, etc .
- UTRA includes Wideband CDMA (W-CDMA) and Low Chip Rate (LCR).
- Cdma2000 covers IS-2000,1S-95, and IS-856 standards.
- a TDMA system may implement a radio technology such as Global System for Mobile Communications (GSM).
- GSM Global System for Mobile Communications
- An OFDMA system may implement a radio technology such as Evolved UTRA (E-UTRA), IEEE 802.11, IEEE 802.16, IEEE 802.20, Flash-OFDMO, etc .
- UTRA, E-UTRA, and GSM are part of Universal Mobile Telecommunication System (UMTS).
- Long Term Evolution (LTE) is an upcoming release of UMTS that uses E-UTRA.
- Ultra, E-UTRA, GSM, UMTS, and LTE are described in documents from an organization named "3rd Generation Partnership Project” (3GPP).
- Cdma2000 is described in documents from an organization named "3rd Generation Partnership Project 16" (3GPP2).
- 3GPP2 3rd Generation Partnership Project 2
- LTE utilizes orthogonal frequency division multiplexing (OFDM) on the downlink and single-carrier frequency division multiplexing (SC-FDM) on the uplink.
- OFDM and SC-FDM partition the system bandwidth into multiple (N) orthogonal subcarriers, which are also commonly referred to as tones, bins, etc .
- N orthogonal subcarriers
- Each subcarrier may be modulated with data.
- modulation symbols are sent in the frequency domain with OFDM and in the time domain with SC-FDM.
- the spacing between adjacent subcarriers may be fixed, and the total number of subcarriers (N) may be dependent on the system bandwidth.
- N 512 for a system bandwidth of 5 MHz
- N 1024 for a system bandwidth of 10 MHz
- N 2048 for a system bandwidth of 20 MHz.
- N may be any integer value.
- the system may support a frequency division duplex (FDD) mode and/or a time division duplex (TDD) mode.
- FDD frequency division duplex
- TDD time division duplex
- a common frequency channel may be used for both the downlink and uplink
- downlink transmissions may be sent in some time periods
- uplink transmissions may be sent in other time periods.
- the LTE downlink transmission scheme is partitioned by radio frames ( e.g , 10 ms radio frame). Each frame comprises a pattern made of frequency ( e.g . sub-carrier) and time ( e.g . OFDM symbols).
- the 10 ms radio frame is divided into plurality of adjacent .5 ms sub-frames (also referred to as sub-frames or timeslots and interchangeably used hereinafter).
- Each sub-frame comprises plurality of resource blocks, wherein each resource block made up of one or more sub-carrier and one or more OFDM symbol.
- One or more resource blocks may be used for transmission of data, control information, pilot, or any combination thereof.
- a multicast/broadcast single-frequency network or MBSFN is a broadcast network where several transmitters simultaneously send the same signal over the same frequency channel.
- Analog FM and AM radio broadcast networks as well as digital broadcast networks can operate in this manner.
- Analog television transmission has proven to be more difficult, since the MBSFN results in ghosting due to echoes of the same signal.
- a simplified form of MBSFN can be achieved by a low power cochannel repeater, booster, or broadcast translator, which is utilized as gap filler transmitter.
- the aim of SFNs is efficient utilization of the radio spectrum, allowing a higher number of radio and TV programs in comparison to traditional multi-frequency network (MFN) transmission.
- An MBSFN may also increase the coverage area and decrease the outage probability in comparison to an MFN, since the total received signal strength may increase to positions midway between the transmitters.
- MBSFN schemes are somewhat analogous to what in non-broadcast wireless communication, for example cellular networks and wireless computer networks, is called transmitter macrodiversity, CDMA soft handoff and Dynamic Single Frequency Networks (DSFN).
- MBSFN transmission can be considered as a severe form of multipath propagation.
- the radio receiver receives several echoes of the same signal, and the constructive or destructive interference among these echoes (also known as self-interference) may result in fading. This is problematic especially in wideband communication and high-data rate digital communications, since the fading in that case is frequency-selective (as opposed to flat fading), and since the time spreading of the echoes may result in intersymbol interference (ISI). Fading and ISI can be avoided by means of diversity schemes and equalization filters.
- ISI intersymbol interference
- OFDM uses a large number of slow low-bandwidth modulators instead of one fast wide-band modulator.
- Each modulator has its own frequency sub-channel and sub-carrier frequency. Since each modulator is very slow, one can afford to insert a guard interval between the symbols, and thus eliminate the ISI.
- the fading is frequency-selective over the whole frequency channel, it can be considered as flat within the narrowband sub-channel.
- a forward error correction code FEC can counteract that a certain portion of the sub-carriers are exposed to too much fading to be correctly demodulated.
- An access point 100 includes multiple antenna groups, one including 104 and 106, another including 108 and 110, and an additional including 112 and 114. In Figure 1 , only two antennas are shown for each antenna group, however, more or fewer antennas may be utilized for each antenna group.
- Access terminal 116 (AT) is in communication with antennas 112 and 114, where antennas 112 and 114 transmit information to access terminal 116 over forward link 120 and receive information from access terminal 116 over reverse link 118.
- Access terminal 122 is in communication with antennas 106 and 108, where antennas 106 and 108 transmit information to access terminal 122 over forward link 126 and receive information from access terminal 122 over reverse link 124.
- Access terminals 116 and 122 can be UEs.
- communication Links 118, 120, 124, and 126 may use different frequency for communication. For example, forward link 120 may use a different frequency than that used by reverse link 118.
- antenna groups each are designed to communicate to access terminals in a sector, of the areas covered by access point 100.
- the transmitting antennas of access point 100 utilize beam forming in order to improve the signal-to-noise ratio of forward links for the different access terminals 116 and 124. Also, an access point using beam forming to transmit to access terminals scattered randomly through its coverage causes less interference to access terminals in neighboring cells than an access point transmitting through a single antenna to all its access terminals.
- An access point may be a fixed station used for communicating with the terminals and may also be referred to as an access point, a Node B, or some other terminology.
- An access terminal may also be called an access terminal, user equipment (UE), a wireless communication device, terminal, access terminal, or some other terminology.
- UE user equipment
- FIG. 2 is a block diagram of an embodiment of a transmitter system 210 (also known as the access point) and a receiver system 250 (also known as access terminal) in a MIMO system 200.
- a transmitter system 210 also known as the access point
- a receiver system 250 also known as access terminal
- traffic data for a number of data streams is provided from a data source 212 to a transmit (TX) data processor 214.
- TX transmit
- each data stream is transmitted over a respective transmit antenna.
- TX data processor 214 formats, codes, and interleaves the traffic data for each data stream based on a particular coding scheme selected for that data stream to provide coded data.
- the coded data for each data stream may be multiplexed with pilot data using FORM techniques.
- the pilot data is typically a known data pattern that is processed in a known manner and may be used at the receiver system to estimate the channel response.
- the multiplexed pilot and coded data for each data stream is then modulated ( i.e., symbol mapped) based on a particular modulation scheme (e.g., BASK, ASK, M-PSF, or M-QAM) selected for that data stream to provide modulation symbols.
- the data rate, coding, and modulation for each data stream may be determined by instructions performed by processor 230.
- TX MIMO processor 220 may further process the modulation symbols (e.g , for OFDM).
- TX MIMO processor 220 then provides N T modulation symbol streams to N T transmitters (TMTR) 222a through 222t.
- TMTR TX MIMO processor 220 applies beam-forming weights to the symbols of the data streams and to the antenna from which the symbol is being transmitted.
- Each transmitter 222 receives and processes a respective symbol stream to provide one or more analog signals, and further conditions (e.g ., amplifies, filters, and up converts) the analog signals to provide a modulated signal suitable for transmission over the MIMO channel.
- N T modulated signals from transmitters 222a through 222t are then transmitted from N T antennas 224a through 224t, respectively.
- the transmitted modulated signals are received by N R antennas 252a through 252r and the received signal from each antenna 252 is provided to a respective receiver (RCVR) 254a through 254r.
- Each receiver 254 conditions (e.g ., filters, amplifies, and down converts) a respective received signal, digitizes the conditioned signal to provide samples, and further processes the samples to provide a corresponding "received" symbol stream.
- An RX data processor 260 then receives and processes the N R received symbol streams from N R receivers 254 based on a particular receiver processing technique to provide N T "detected" symbol streams.
- the RX data processor 260 then demodulates, de-interleaves, and decodes each detected symbol stream to recover the traffic data for the data stream.
- the processing by RX data processor 260 is complementary to that performed by TX MIMO processor 220 and TX data processor 214 at transmitter system 210.
- a processor 270 periodically determines which pre-coding matrix to use. Processor 270 formulates a reverse link message comprising a matrix index portion and a rank value portion.
- the reverse link message may comprise various types of information regarding the communication link and/or the received data stream.
- the reverse link message is then processed by a TX data processor 238, which also receives traffic data for a number of data streams from a data source 236, modulated by a modulator 280, conditioned by transmitters 254a through 254r, and transmitted back to transmitter system 210.
- the modulated signals from receiver system 250 are received by antennas 224, conditioned by receivers 222, demodulated by a demodulator 240, and processed by a RX data processor 242 to extract the reserve link message transmitted by the receiver system 250.
- Processor 230 determines which pre-coding matrix to use for determining the beam forming weights then processes the extracted message.
- Logical Control Channels comprises Broadcast Control Channel (BCCH) that is DL channel for broadcasting system control information. Paging Control Channel (PCCH) which is DL channel that transfers paging information.
- Multicast Control Channel (MCCH) which is Point-to-multipoint DL channel used for transmitting Multimedia Broadcast and Multicast Service (MBMS) scheduling and control information for one or several MTCHs.
- RRC Radio Resource Control
- DCCM Dedicated Control Channel
- Logical Traffic Channels comprise a Dedicated Traffic Channel (DTCH) that is Point-to-point bi-directional channel, dedicated to one UE, for the transfer of user information. Also, a Multicast Traffic Channel (MTCH) for Point-to-multipoint DL channel for transmitting traffic data.
- DTCH Dedicated Traffic Channel
- MTCH Multicast Traffic Channel
- Transport Channels are classified into DL and UL.
- DL Transport Channels comprises a Broadcast Channel (BCH), Downlink Shared Data Channel (DL-SDCH) and a Paging Channel (PCH), the PCH for support of UE power saving (DRX cycle is indicated by the network to the UE), broadcasted over entire cell and mapped to PHY resources which can be used for other control/traffic channels.
- the UL Transport Channels comprises a Random Access Channel (RACH), a Request Channel (REQCH), an Uplink Shared Data Channel (UL-SDCH), and plurality of PHY channels.
- the PHY channels comprise a set of DL channels and UL channels.
- the DL PHY channels comprises:
- the UL PHY Channels comprises:
- a channel structure that preserves low signal peak to average (PAR) values, and at any given time, the channel is contiguous or uniformly spaced in frequency that is a desired property of a single carrier waveform.
- PAR peak to average
- Figure 3 illustrates a UL MIMO Transceiver Block Diagram 300 showing a plurality of M point DFT blocks 302 where discrete fast Fourier transforms (FFT) are performed and a plurality of Subcarrier Mapping blocks 304 where subcarrier mapping takes place.
- a MIMO Transmitter processing is illustrated at block 306.
- a plurality of N point IFFT blocks are at 308 where inverse FFT takes place, and two sets of nodes 310 and 312 are positioned between the N point Inverse FFT blocks 308 and a plurality ofN point FFT blocks 314 where FFT takes place.
- a MIMO Transmitter processing is illustrated at block 316 and a plurality of M point IDFT blocks are at 318 where inverse DFT can take place.
- the transmitted signals are generated in time domain and converted into frequency domain through an M point discrete Fourier transform (DFT) operation.
- DFT discrete Fourier transform
- the DFT blocks 302 are bypassed.
- LFDM inverse fast Fourier transform demodulation
- IFDM inverse fast Fourier transform demodulation
- MIMO operations one can consider different types of permutation patterns for both OFDM and LFDM: 1. MIMO transmission without antenna permutation. 2. MIMO transmission with symbol level permutation: the transmitted streams are permuted on a symbol bases during each of the Transmission Time Interval, (TTI).
- TTI Transmission Time Interval
- symbol level permutation it is meant the transmitted streams arc permuted for each of the six LFDM symbols within the 0.5 ms slot of the E-UTRA uplink transmission.
- symbol level permutation it is meant the transmitted streams arc permuted for each of the six LFDM symbols within the 0.5 ms slot of the E-UTRA uplink transmission.
- QPSK and 16 QAM are chosen as the UL modulation order. So for the two transmit antenna case, it is very likely to have 16 QAM as the modulation order for the one stream, while QPSK as the other. Or, in some cases, 16 QAM for both streams.
- a total of N guard 212 tones guard tones are inserted symmetrically on both sides of the 300 data tones.
- localized frequency tones are mapped into the first N dft data tone locations.
- PAR backoffs are such that 64 QAM > 16 QAM > QPSK.
- Access terminal 400 comprises a receiver 402 (e.g., an antenna) that receives a signal and performs typical actions on (e.g ., filters, amplifies, down converts, etc. ) the received signal.
- receiver 402 can also receive a service schedule defining services apportioned to one or more blocks of a transmission allocation period, a schedule correlating a block of downlink resources with a block of uplink resources for providing feedback information as described herein, or the like.
- Receiver 402 can comprise a demodulator 404 that can demodulate received symbols and provide them to a processor 406 for evaluation.
- Processor 406 can be a processor dedicated to analyzing information received by receiver 402 and/or generating information for transmission by a transmitter 416. Additionally, processor 406 can be a processor that controls one or more components of access terminal 400, and/or a processor that analyzes information received by receiver 402, generates information for transmission by transmitter 416, and controls one or more components of access terminal 400.
- processor 406 can execute instructions for interpreting a correlation of uplink and downlink resources received by receiver 402, identifying un-received downlink block, or generating a feedback message, such as a bitmap, appropriate to signal such un-received block or blocks, or for analyzing a hash function to determine an appropriate uplink resource of a plurality of uplink resources, as described herein.
- Access terminal 400 can additionally comprise memory 408 that is operatively coupled to processor 406 and that may store data to be transmitted, received, and the like.
- Memory 408 can store information related to downlink resource scheduling, protocols for evaluating the foregoing, protocols for identifying un-received portions of a transmission, for determining an indecipherable transmission, for transmitting a feedback message to an access point, and the like.
- nonvolatile memory can include read only memory (ROM), programmable ROM (PROM), electrically programmable ROM (EPROM), electrically erasable PROM (EEPROM), or flash memory.
- Volatile memory can include random access memory (RAM), which acts as external cache memory.
- RAM is available in many forms such as synchronous RAM (SRAM), dynamic RAM (DRAM), synchronous DRAM (SDRAM), double data rate DRAM (DDR DRAM), enhanced SDRAM (ESDRAM), Synchlink DRAM (SLDRAM), and direct Rambus RAM (DRRAM).
- SRAM synchronous RAM
- DRAM dynamic RAM
- SDRAM synchronous DRAM
- DDR DRAM double data rate DRAM
- ESDRAM enhanced SDRAM
- SLDRAM Synchlink DRAM
- DRRAM direct Rambus RAM
- the memory 408 of the subject systems and methods is intended to comprise, without being limited to, these and any other suitable types of memory.
- Receiver 402 is further operatively coupled to multiplex antenna 410 that can receive a scheduled correlation between one or more additional blocks of downlink transmission resources and a block of uplink transmission resources.
- a multiplex processor 406 can be provided.
- a calculation processor 412 can receive a feedback probability functions, wherein the function limits a probability that a feedback message is provided by access terminal 400, as described herein, if the block of downlink transmission resources, or data associated therewith, is not received.
- Access terminal 400 still further comprises a modulator 414 and a transmitter 416 that transmits the signal to, for instance, a base station, an access point, another access terminal, a remote agent, etc .
- a modulator 414 and a transmitter 416 that transmits the signal to, for instance, a base station, an access point, another access terminal, a remote agent, etc .
- signal generator 410 and indicator evaluator 412 may be part of processor 406 or a number of processors (not shown).
- pilot subbands may be shared among different terminals.
- the channel estimation techniques may be used in cases where the pilot subbands for each terminal span the entire operating band (possibly except for the band edges). Such a pilot subband structure would be desirable to obtain frequency diversity for each terminal.
- the techniques described herein may be implemented by various means.
- these techniques may be implemented in hardware, software, or a combination thereof
- the processing units used for channel estimation may be implemented within one or more application specific integrated circuits (ASICs), digital signal processors (DSPs), digital signal processing devices (DSPDs), programmable logic devices (PLDs), field programmable gate arrays (FPGAs), processors, controllers, micro-controllers, microprocessors, other electronic units designed to perform the functions described herein, or a combination thereof.
- ASICs application specific integrated circuits
- DSPs digital signal processors
- DSPDs digital signal processing devices
- PLDs programmable logic devices
- FPGAs field programmable gate arrays
- processors controllers, micro-controllers, microprocessors, other electronic units designed to perform the functions described herein, or a combination thereof.
- implementation can be through modules (e.g ., procedures, functions, and so on) that perform the functions described herein.
- the software codes may be stored in memory unit and executed by the processors.
- the embodiments described herein may be implemented in hardware, software, firmware, middleware, microcode, or any combination thereof.
- the processing units may be implemented within one or more application specific integrated circuits (ASICs), digital signal processors (DSPs), digital signal processing devices (DSPDs), programmable logic devices (PLDs), field programmable gate arrays (FPGAs), processors, controllers, micro-controllers, microprocessors, other electronic units designed to perform the functions described herein, or a combination thereof.
- ASICs application specific integrated circuits
- DSPs digital signal processors
- DSPDs digital signal processing devices
- PLDs programmable logic devices
- FPGAs field programmable gate arrays
- processors controllers, micro-controllers, microprocessors, other electronic units designed to perform the functions described herein, or a combination thereof.
- FIG. 5 illustrates an example of a suitable computing system environment 500a in which the innovation can be implemented, although as made clear above, the computing system environment 500a is only one example of a suitable computing environment and is not intended to suggest any limitation as to the scope of use or functionality of the innovation. Neither should the computing environment 500a be interpreted as having any dependency or requirement relating to any one or combination of components illustrated in the exemplary operating environment 500a.
- an exemplary remote device for implementing at least one generalized non-limiting embodiment includes a general purpose computing device in the form of a computer 510a.
- Components of computer 510a can include, but are not limited to, a processing unit 520a, a system memory 530a, and a system bus 525a that couples various system components including the system memory to the processing unit 520a.
- the system bus 525a can be any of several types of bus structures including a memory bus or memory controller, a peripheral bus, and a local bus using any of a variety of bus architectures.
- Computer 510a typically includes a variety of computer readable media that can store modulation based PA and/or PAR back off values.
- Computer readable media can be any available media that can be accessed by computer 510a.
- Computer readable media can comprise computer storage media and communication media.
- Computer storage media includes volatile and non-volatile, removable and non-removable media implemented in any method or technology for storage of information such as computer readable instructions, data structures, program modules, or other data.
- Computer storage media includes, but is not limited to, RAM, ROM, EEPROM, flash memory or other memory technology, CDROM, digital versatile disks (DVD) or other optical disk storage, magnetic cassettes, magnetic tape, magnetic disk storage or other magnetic storage devices, or any other medium which can be used to store the desired information and which can be accessed by computer 510a.
- Communication media typically embodies computer readable instructions, data structures, program modules, or other data in a modulated data signal such as a carrier wave or other transport mechanism and includes any information delivery media.
- the system memory 530a can include computer storage media in the form of volatile and/or non-volatile memory such as read only memory (ROM) and/or random access memory (RAM).
- ROM read only memory
- RAM random access memory
- a basic input/output system (BIOS) containing the basic routines that help to transfer information between elements within computer 510a, such as during start-up, can be stored in memory 530a.
- BIOS basic input/output system
- Memory 530a typically also contains data and/or program modules that are immediately accessible to and/or presently being operated on by processing unit 520a.
- memory 530a can also include an operating system, application programs, other program modules, and program data.
- the computer 510a can also include other removable/non-removable, volatile/non-volatile computer storage media.
- computer 510a could include a hard disk drive that reads from or writes to non-removable, non-volatile magnetic media, a magnetic disk drive that reads from or writes to a removable, non-volatile magnetic disk, and/or an optical disk drive that reads from or writes to a removable, non-volatile optical disk, such as a CD-ROM or other optical media.
- removable/non-removable, volatile/non-volatile computer storage media that can be used in the exemplary operating environment include, but are not limited to, magnetic tape cassettes, flash memory cards, digital versatile disks, digital video tape, solid state RAM, solid state ROM and the like.
- a hard disk drive is typically connected to the system bus 525a through a non-removable memory interface such as an interface, and a magnetic disk drive or optical disk drive is typically connected to the system bus 525a by a removable memory interface, such as an interface.
- a user can enter commands and information into the computer 510a through input devices such as a keyboard and pointing device, commonly referred to as a mouse, trackball or touch pad.
- Other input devices can include a microphone, joystick, game pad, satellite dish, scanner, or the like.
- These and other input devices are often connected to the processing unit 520a through user input 540a and associated interface(s) that are coupled to the system bus 525a, but can be connected by other interface and bus structures, such as a parallel port, game port or a universal serial bus (USB).
- a graphics subsystem can also be connected to the system bus 525a.
- a monitor or other type of display device is also connected to the system bus 525a via an interface, such as output interface 550a, which can in turn communicate with video memory.
- computers can also include other peripheral output devices such as speakers and a printer, which can be connected through output interface 550a.
- the computer 510a can operate in a networked or distributed environment using logical connections to one or more other remote computers, such as remote computer 570a, which can in turn have media capabilities different from device 510a.
- the remote computer 570a can be a personal computer, a server, a router, a network PC, a peer device or other common network node, or any other remote media consumption or transmission device, and can include any or all of the elements described above relative to the computer 510a.
- the logical connections depicted in Figure 5 include a network 580a, such local area network (LAN) or a wide area network (WAN), but can also include other networks/buses.
- LAN local area network
- WAN wide area network
- Such networking environments are commonplace in homes, offices, enterprise-wide computer networks, intranets, and the Internet.
- the computer 510a When used in a LAN networking environment, the computer 510a is connected to the LAN 580a through a network interface or adapter. When used in a WAN networking environment, the computer 510a typically includes a communications component, such as a modem, or other means for establishing communications over the WAN, such as the Internet.
- a communications component such as a modem, which can be internal or external, can be connected to the system bus 525a via the user input interface of input 540a, or other appropriate mechanism.
- program modules depicted relative to the computer 510a, or portions thereof, can be stored in a remote memory storage device. It will be appreciated that the network connections shown and described are exemplary and other means of establishing a communications link between the computers can be used.
- FIG. 6 provides a schematic diagram of an exemplary networked or distributed computing environment in which PAR backing off and/or PA backing off can be employed.
- the distributed computing environment comprises computing objects 610a, 610b, etc. and computing objects or devices 620a, 620b, 620c, 620d, 620e, etc. These objects can comprise programs, methods, data stores, programmable logic, etc.
- the objects can comprise portions of the same or different devices such as PDAs, audio/video devices, MP3 players, personal computers, etc .
- Each object can communicate with another object by way of the communications network 640.
- This network can itself comprise other computing objects and computing devices that provide services to the system of Figure 6 , and can itself represent multiple interconnected networks.
- each object 610a, 610b, etc. or 620a, 620b, 620c, 620d, 620c, etc. can contain an application that might make use of an application programming interface (API), or other object, software, firmware and/or hardware, suitable for use with the design framework in accordance with at least one generalized non-limiting embodiment.
- API application programming interface
- an object such as 620c
- the physical environment depicted can show the connected devices as computers, such illustration is merely exemplary and the physical environment can alternatively be depicted or described comprising various digital devices such as PDAs, televisions, MP3 players, etc ., any of which can employ a variety of wired and wireless services, software objects such as interfaces, COM objects, and the like.
- computing systems can be connected together by wired or wireless systems, by local networks or widely distributed networks.
- networks arc coupled to the Internet, which provides an infrastructure for widely distributed computing and encompasses many different networks. Any of the infrastructures can be used for exemplary communications made incident to optimization algorithms and processes according to the present innovation.
- Data Services can enter the home as broadband (e.g ., either DSL or Cable modem) and arc accessible within the home using either wireless ( e.g. , HomeRF or 802.11A/B/G) or wired ( e.g. , Home PNA, Cat 5, Ethernet, even power line) connectivity.
- Voice traffic can enter the home either as wired ( e.g. , Cat 3) or wireless ( e.g.
- the Internet commonly refers to the collection of networks and gateways that utilize the Transmission Control Protocol/Internet Protocol (TCP/IP) suite of protocols, which are well-known in the art of computer networking.
- TCP/IP Transmission Control Protocol/Internet Protocol
- the Internet can be described as a system of geographically distributed remote computer networks interconnected by computers executing networking protocols that allow users to interact and share information over network(s). Because of such wide-spread information sharing, remote networks such as the Internet have thus far generally evolved into an open system with which developers can design software applications for performing specialized operations or services, essentially without restriction.
- the network infrastructure enables a host of network topologies such as client/server, peer-to-peer, or hybrid architectures.
- the "client” is a member of a class or group that uses the services of another class or group to which it is not related.
- a client is a process, i.e. , roughly a set of instructions or tasks, that requests a service provided by another program.
- the client process utilizes the requested service without having to "know” any working details about the other program or the service itself.
- a client/server architecture particularly a networked system
- a client is usually a computer that accesses shared network resources provided by another computer, e.g. , a server.
- computers 620a, 620b, 620c, 620d, 620e, etc . can be thought of as clients and computers 610a, 610b, etc. can be thought of as servers where servers 610a, 610b, etc . maintain the data that is then replicated to client computers 620a, 620b, 620c, 620d, 620e, etc., although any computer can be considered a client, a server, or both, depending on the circumstances.
- Any of these computing devices can be processing data or requesting services or tasks that can implicate the optimization algorithms and processes in accordance with at least one generalized non-limiting embodiment.
- a server is typically a remote computer system accessible over a remote or local network, such as the Internet or wireless network infrastructures.
- the client process can be active in a first computer system, and the server process can be active in a second computer system, communicating with one another over a communications medium, thus providing distributed functionality and allowing multiple clients to take advantage of the information-gathering capabilities of the server.
- Any software objects utilized pursuant to the optimization algorithms and processes of at least one generalized non-limiting embodiment can be distributed across multiple computing devices or objects.
- HTTP HyperText Transfer Protocol
- WWW World Wide Web
- a computer network address such as an Internet Protocol (IP) address or other reference such as a Universal Resource Locator (URL) can be used to identify the server or client computers to each other.
- IP Internet Protocol
- URL Universal Resource Locator
- Communication can be provided over a communications medium, e.g. , client(s) and server(s) can be coupled to one another via TCP/IP connection(s) for high-capacity communication.
- Figure 6 illustrates an exemplary networked or distributed environment, with server(s) in communication with client computer (s) via a network/bus, in which the herein described PAR backing off can be employed.
- a number of servers 610a, 610b, etc. are interconnected via a communications network/bus 640, which can be a LAN, WAN, intranet, GSM network, the Internet, etc ., with a number of client or remote computing devices 620a, 620b, 620c, 620d, 620e, ete. , such as a portable computer, handheld computer, thin client, networked appliance, or other device, such as a VCR, TV, oven, light, heater and the like in accordance with the present innovation. It is thus contemplated that the present innovation can apply to any computing device in connection with which it is desirable to communicate data over a network.
- the servers 610a, 610b, etc. can be Web servers with which the clients 620a, 620b, 620c, 620d, 620e, etc. communicate via any of a number of known protocols such as HTTP.
- Servers 610a, 610b, etc. can also serve as clients 620a, 620b, 620c, 620d, 620e, etc., as can be characteristic of a distributed computing environment.
- communications can be wired or wireless, or a combination, where appropriate.
- Client devices 620a, 620b, 620c, 620d, 620e, etc. can or cannot communicate via communications network/bus 640, and can have independent communications associated therewith.
- communications network/bus 640 can have independent communications associated therewith.
- Each client computer 620a, 620b, 620c, 620d, 620e, etc. and server computer 610a, 610b, etc. can be equipped with various application program modules or objects 635a, 635b, 635c, etc.
- computers 610a, 610b, 620a, 620b, 620c, 620d, 620e, etc. can be responsible for the maintenance and updating of a database 630 or other storage element, such as a database or memory 630 for storing data processed or saved according to at least one generalized non-limiting embodiment.
- a database 630 or other storage element such as a database or memory 630 for storing data processed or saved according to at least one generalized non-limiting embodiment.
- the present innovation can be utilized in a computer network environment having client computers 620a, 620b, 620c, 620d, 620e, etc.
- a computer network/bus 640 that can access and interact with a computer network/bus 640 and server computers 610a, 610b, etc. that can interact with client computers 620a, 620b, 620c, 620d, 620c, etc. and other like devices, and databases 630.
- Figure 7 illustrates a wireless communication system 700 with multiple base stations 710 and multiple terminals 720, such as may be utilized in conjunction with one or more aspects of the herein described PAR backing off.
- a base station is generally a fixed station that communicates with the terminals and may also be called an access point, a Node B, or some other terminology.
- Each base station 710 provides communication coverage for a particular geographic area, illustrated as three geographic areas, labeled 702a, 702b, and 702c.
- the term "cell" can refer to a base station and/or its coverage area depending on the context in which the term is used.
- a base station coverage area may be partitioned into multiple smaller areas (e.g ., three smaller areas, according to cell 702a in Figure 7 ), 704a, 704b, and 704c. Each smaller area can be served by a respective base transceiver subsystem (BTS).
- BTS base transceiver subsystem
- the term "sector” can refer to a BTS and/or its coverage area depending on the context in which the term is used.
- the BTSs for all sectors of that cell are typically co-located within the base station for the cell.
- the transmission techniques described herein may be used for a system with sectorized cells as well as a system with un-sectorized cells.
- the term "base station” is used generically for a fixed station that serves a sector as well as a fixed station that serves a cell.
- Terminals 720 are typically dispersed throughout the system, and each terminal may be fixed or mobile.
- a terminal may also be called a mobile station, user equipment, a user device, or some other terminology.
- a terminal may be a wireless device, a cellular phone, a personal digital assistant (PDA), a wireless modem card, and so on.
- PDA personal digital assistant
- Each terminal 720 may communicate with zero, one, or multiple base stations on the downlink and uplink at any given moment.
- the downlink (or forward link) refers to the communication link from the base stations to the terminals
- the uplink or reverse link refers to the communication link from the terminals to the base stations.
- a system controller 730 couples to base stations 710 and provides coordination and control for base stations 710.
- base stations 710 may communicate with one another as needled.
- Data transmission on the forward link occurs from one access point to one access terminal at or near the maximum data rate that can be supported by the forward link and/or the communication system.
- Additional channels of the forward link e.g ., control channel
- Reverse link data communication may occur from one access terminal to one or more access points.
- FIG. 8 is an illustration of an ad hoc or nplanned/semi-planned wireless communication environment 800, in accordance with various aspects of the herein described PAR backing off.
- System 800 can comprise one or more base stations 802 in one or more sectors that receive, transmit, repeat, etc. , wireless communication signals to each other and/or to one or more mobile devices 804.
- each base station 802 can provide communication coverage for a particular geographic area, illustrated as three geographic areas, labeled 806a, 806b, 806c, and 806d.
- Each base station 802 can comprise a transmitter chain and a receiver chain, each of which can in turn comprise a plurality of components associated with signal transmission and reception (e.g ., processors, modulators, multiplexers, demodulators, demultiplexers, antennas, and so forth.), as will be appreciated by one skilled in the art.
- Mobile devices 804 may be, for example, cellular phones, smart phones, laptops, handheld communication devices, handheld computing devices, satellite radios, global positioning systems, PDAs, and/or any other suitable device for communicating over wireless network 800.
- System 800 can be employed in conjunction with various aspects described herein in order for PAR back off to be implemented successfully in one exemplary non-limiting embodiment.
- Figure 9 illustrates a methodology 900 including receiving a PAR back off value at 902.
- At 904 is applying the received PAR back off value to determine a power value such as the PA.
- At 906 is that the PAR back off value is at least partially based on the modulation type.
- At 908 is determining a rate for a UL transmission.
- the PAR is at least partially based on modulation type and is more for QAM than for QPSK.
- a code segment may represent a procedure, a function, a subprogram, a program, a routine, a subroutine, a module, a software package, a class, or any combination of instructions, data structures, or program statements.
- a code segment may be coupled to another code segment or a hardware circuit by passing and/or receiving information, data, arguments, parameters, or memory contents. Information, arguments, parameters, data, etc. may be passed, forwarded, or transmitted using any suitable means including memory sharing, message passing, token passing, network transmission, etc .
- the techniques described herein may be implemented with modules (e.g. , procedures, functions, and so on) that perform the functions described herein.
- the software codes may be stored in memory units and executed by processors.
- the memory unit may be implemented within the processor or external to the processor, in which case it can be communicatively coupled to the processor via various means as is known in the art.
- the mobile device can be broadcasting to by employing a femtocell or a boomer cell.
- a fcmtocell was originally called an Access Point Base Station-and is a scalable, multi-channel, two-way communication device extending a typical base station by incorporating all of the major components of the telecommunications infrastructure.
- a typical example is a UMTS access point base station containing a Node-B, RNC, and GSN, with only an Ethernet or broadband connection (less commonly, ATM/TDM) to the Internet or an intranet.
- Application of VolP allows such a unit to provide voice and data services in the same way as a normal base station, but with the deployment simplicity of a Wi-Fi access point.
- Other examples include CDMA-2000 and WiMAX solutions.
- Access Point Base Station The main benefit of an Access Point Base Station is the simplicity of ultra low cost, scalable deployment. Design studies have shown that access point base stations can be designed to scale from simple hot-spot coverage through to large deployments by racking such units into full-scale base-stations. The claimed attractions for a cellular operator are that these devices can increase both capacity and coverage while reducing both capex (Capital expenditures) and opex (Operating expenditures).
- Access Point Base Stations are stand-alone units that are typically deployed in hot spots, in-building and even in-home. Variations include attaching a Wi-Fi router to allow a Wi-Fi hot-spot to work as backhaul for a cellular hotspot, or vice versa.
- Femtocells are an alternative way to deliver the benefits of Fixed Mobile Convergence. The distinction is that most FMC architectures require a new (dual-mode) handset, while a femtocell-based deployment will work with existing handsets.
- Access Point Base Stations must work with handsets that are compliant with existing RAN technologies.
- the reuse of existing RAN technologies could create problems, since the additional femtocell transmitters represent a large number of interference sources, potentially resulting in significant operational challenges for existing deployments. This is one of the biggest areas that femtocells must overcome if they are to be successful.
- Access Point Base Stations typically rely on the Internet for connectivity, which can potentially reduce deployment costs but introduces security risks that generally do not exist in typical cellular systems.
- a boomer cell is a very big cell that would cover state sized area or larger.
- Figure 10 illustrates a methodology 1000 wherein a channel quality index (CQI) from one antenna is power controlled as a reference signal at 1002.
- Deriving at least one channel condition is at 1004.
- Deriving at least one channel condition at least partially based on a plurality of broadband pilots is at 1006.
- Deriving at least one channel condition at least partially based on a request channel is at 1008.
- the decisions on what and how to derive can be made through the employ of an AI layer.
- cells can dynamically change derivations based at least partially on an AI decision.
- a sensor can provide feedback at to assist in that decision. For example, the sensor can determine network conditions at a specific time and alter the number and/or locations of interference.
- Figure 11 illustrates a methodology 1100 wherein a source node B is in communication with a mobile device at 1104.
- the methodology 1000 includes employing a security layer at 1006.
- a security layer at 1006.
- PA power allocation
- PAR Power to Average ratio
- PSD power spectral density
- the security layer 1106 is provided in one exemplary generalized non-limiting embodiment.
- the security layer 1106 can be used to cryptographically protect (e.g ., encrypt) data as well as to digitally sign data, to enhance security and unwanted, unintentional, or malicious disclosure.
- the security component or layer 1106 can communicate data to/from the node B 1102 and the mobile device 1104.
- a sensor 1110 is provided in one exemplary non-limiting. embodiment.
- An encryption component can be used to cryptographically protect data during transmission as well as while stored.
- the encryption component employs an encryption algorithm to encode data for security purposes.
- the algorithm is essentially a formula that is used to turn data into a secret code.
- Each algorithm uses a string of bits known as a 'key' to perform the calculations. The larger the key (e.g ., the more bits in the key), the greater the number of potential patterns can be created, thus making it harder to break the code and descramble the contents of the data.
- a decryption component can be used to convert encrypted data back to its original form.
- a public key can be used to encrypt data upon transmission to a storage device. Upon retrieval, the data can be decrypted using a private key that corresponds to the public key used to encrypt.
- a signature component can be used to digitally sign data and documents when transmitting and/or retrieving from the device 1104. It is to be understood that a digital signature or certificate guarantees that a file has not been altered, similar to if it were carried in an electronically sealed envelope.
- the 'signature' is an encrypted digest (e.g. , one-way hash function) used to confirm authenticity of data.
- the recipient can decrypt the digest and also re-compute the digest from the received file or data. If the digests match, the file is proven to be intact and tamper free.
- digital certificates issued by a certification authority are most often used to ensure authenticity of a digital signature.
- the security layer 1106 can employ contextual awareness (e.g. , context awareness component) to enhance security.
- the contextual awareness component can be employed to monitor and detect criteria associated with data transmitted to and requested from the device 1104. In operation, these contextual factors can be used to filter spam, control retrieval (e.g. , access to highly sensitive data from a public network), or the like.
- the contextual awareness component can employ logic that regulates transmission and/or retrieval of data in accordance with external criteria and factors.
- the contextual awareness employment can be used in connection with an artificial intelligence (AI) layer.
- AI artificial intelligence
- the AI layer or component can be employed to facilitate inferring and/or determining when, where, how to dynamically vary the level of security and/or the amount of power value altering. Such inference results in the construction of new events or actions from a set of observed events and/or stored event data, whether or not the events are correlated in close temporal proximity, and whether the events and data come from one or several event(s) and data source(s).
- the AI component can also employ any of a variety of suitable Al-based schemes in connection with facilitating various aspects of the herein described innovation.
- Classification can employ a probabilistic and/or statistical-based analysis (e.g. , factoring into the analysis utilities and costs) to prognose or infer an action that a user desires to be automatically performed.
- the AI layer can be used in conjunction with the security layer to infer changes in the data being transferred and make recommendations to the security layer as to what level of security to apply.
- SVM support vector machine
- Other classification approaches include Bayesian networks, decision trees, and probabilistic classification models providing different patterns of independence can be employed.
- Classification as used herein also is inclusive of statistical regression that is utilized to develop models of priority.
- sensor 1110 can be employed in conjunction with the security layer 1106. Still further, human authentication factors can be used to enhance security employing sensor 1110. For instance, biometrics (e.g ., fingerprints, retinal patterns, facial recognition, DNA sequences, handwriting analysis, voice recognition) can be employed to enhance authentication to control access of the storage vault. It will be understood that embodiments can employ multiple factor tests in authenticating identity of a user.
- biometrics e.g ., fingerprints, retinal patterns, facial recognition, DNA sequences, handwriting analysis, voice recognition
- embodiments can employ multiple factor tests in authenticating identity of a user.
- the sensor 1110 can also be used to provide the security layer 1106 with generalized non-human metric data, such as electromagnetic field condition data or predicted weather data etc. For example, any conceivable condition can be sensed for and security levels can be adjusted or determined in response to the sensed condition.
- generalized non-human metric data such as electromagnetic field condition data or predicted weather data etc.
- Figure 12 illustrates an environment 1200 wherein a Node B such as a source Node B 1202 is in communication with a mobile device at 1204.
- the methodology 1200 includes employing an optimizer at 1206.
- the optimizer 1206 is provided to optimize communication between the Node B 1202 and device 1204.
- Optimizer 1206 optimizes or increases communication between the Node B 1202 and device 1204 by receiving security information from a security layer 1208. For example, when security layer 1208 informs optimizer 1206 that they are both in a secured environment, the optimizer 1206 balances this information with other information and may instruct the security layer 1208 to make all transmissions security free to achieve top speed.
- a feedback layer or component 1210 can provide feedback as to missed data packets or other information to provide feedback to the optimizer 1206. This feedback of missed packets can be balanced against desired security level to enable less secure but higher throughput data transfer if desired. Additionally the optimizer 1206 can keep records of interferences and different PAR back off schemes and adaptively select the best scheme under the current conditions.
- the innovation applies to any device wherein it can be desirable to communicate data, e.g. , to a mobile device. It should be understood, therefore, that handheld, portable and other computing devices and computing objects of all kinds are contemplated for use in connection with the present innovation, i.e. , anywhere that a device can communicate data or otherwise receive, process or store data. Accordingly, the below general purpose remote computer described below in Figure 11 is but one example, and the present innovation can be implemented with any client having network/bus interoperability and interaction. Thus, the present innovation can be implemented in an environment of networked hosted services in which very little or minimal client resources are implicated, e.g. , a networked environment in which the client device serves merely as an interface to the network/bus, such as an object placed in an appliance.
- At least one generalized non-limiting embodiment can partly be implemented via an operating system, for use by a developer of services for a device or object, and/or included within application software that operates in connection with the component(s) of at least one generalized non-limiting embodiment.
- Software can be described in the general context of computer executable instructions, such as program modules, being executed by one or more computers, such as client workstations, servers, or other devices. Those skilled in the art will appreciate that the innovation can be practiced with other computer system configurations and protocols.
- Figures 13, 14 , and 15 present the PAR simulation results for LFDM and OFDM with the modulation orders specified in Table 1, respectively at graphs 1300, 1400, and 1500. These results show that there is roughly 1 dB PAR difference between 64 QAM and QPSK, or 16 QAM and QPSK at the 99.9% PAR point for SC-FDM.
- the PAR difference between 64 QAM and 16 QAM is rather small.
- the difference in PAR is small for al modulations. This is a noticeable PAR reduction comparing LFDM to OFDM.
- the difference is roughly 2.5 dB for QPSK and 1.8 dB for 16 QAM and 64 QAM.
- Figure 13 illustrates PAR for LFDM for 16 QAM and QPSK
- Figure 14 illustrates PAR for LFDM for 64 QAM and QPSK
- Figure 15 illustrates PAR for LFDM for 64 QAM and 16 QAM.
- the PAR difference between different streams can be larger than 1 dB.
- the PAR is in between the PAR of two modulations with a bias towards the PAR of higher modulation order.
- higher-order modulation is a type of digital modulation usually with an order of 4 or higher. Examples: quadrature phase shift keying (QPSK), m-ary quadrature amplitude modulation (m-QAM), etc .
- the UE when the UE feedback the delta PSD for the Node B to schedule a certain rate, it has to be clear from both UE and Node B that certain PAR back off is considered. This is applicable not only for MIMO operations, but also for SIMO or SISO operations. For example, if the UE reports back the delta PSD assuming a PAR back off on a QPSK transmission, the Node B has to know the exact back off that was assumed. If Node B schedules a modulation coding scheme (MCS) with 16 QAM without PA back off adjustment, the scheduled rate will be higher than the UE can actually support. This will lead to unnecessary packet retransmission and loss in throughput.
- MCS modulation coding scheme
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- 2007-11-06 TW TW096141948A patent/TW200830759A/zh unknown
- 2007-11-06 WO PCT/US2007/083814 patent/WO2008058143A2/en active Application Filing
- 2007-11-06 UA UAA200905742A patent/UA96960C2/ru unknown
- 2007-11-06 US US12/444,575 patent/US8655396B2/en active Active
- 2007-11-06 AU AU2007316434A patent/AU2007316434B2/en active Active
- 2007-11-06 MY MYPI20091579A patent/MY147174A/en unknown
- 2007-11-06 MX MX2009004840A patent/MX2009004840A/es active IP Right Grant
- 2007-11-06 CA CA2667096A patent/CA2667096C/en active Active
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2009
- 2009-04-20 IL IL198233A patent/IL198233A/he active IP Right Grant
- 2009-06-03 NO NO20092157A patent/NO20092157L/no not_active Application Discontinuation
-
2011
- 2011-10-18 JP JP2011228858A patent/JP5453369B2/ja active Active
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2015
- 2015-07-10 HK HK15106605.7A patent/HK1206159A1/xx unknown
Also Published As
Publication number | Publication date |
---|---|
JP2012095294A (ja) | 2012-05-17 |
IL198233A0 (en) | 2009-12-24 |
UA96960C2 (ru) | 2011-12-26 |
JP2010509863A (ja) | 2010-03-25 |
RU2437212C2 (ru) | 2011-12-20 |
WO2008058143A3 (en) | 2008-08-07 |
CA2797739A1 (en) | 2008-05-15 |
JP5384357B2 (ja) | 2014-01-08 |
KR101122384B1 (ko) | 2012-03-27 |
US8655396B2 (en) | 2014-02-18 |
CN104320167A (zh) | 2015-01-28 |
NO20092157L (no) | 2009-06-08 |
BRPI0717953A2 (pt) | 2013-11-05 |
AU2007316434A1 (en) | 2008-05-15 |
HK1206159A1 (en) | 2015-12-31 |
CN101536352B (zh) | 2014-09-10 |
CN104320167B (zh) | 2017-11-14 |
CA2667096A1 (en) | 2008-05-15 |
AU2007316434B2 (en) | 2011-08-04 |
JP5453369B2 (ja) | 2014-03-26 |
MX2009004840A (es) | 2009-05-15 |
CA2667096C (en) | 2013-09-24 |
TW200830759A (en) | 2008-07-16 |
RU2009121532A (ru) | 2010-12-20 |
CN101536352A (zh) | 2009-09-16 |
MY147174A (en) | 2012-11-14 |
IL198233A (he) | 2013-04-30 |
WO2008058143A2 (en) | 2008-05-15 |
US20100029320A1 (en) | 2010-02-04 |
KR20090083449A (ko) | 2009-08-03 |
EP2115887A2 (en) | 2009-11-11 |
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